Zhengyao Jiang

Co-Founder & CEO at Weco AI

London, England, United Kingdom
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Summary

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Rockstar
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Top School
Zhengyao Jiang is a PhD-trained machine learning scientist and entrepreneur who co-founded and now leads Weco AI, where he builds AI agents designed to automate the scientific innovation loop by learning from empirical feedback. With a decade of experience and deep roots in reinforcement learning from his doctoral work at UCL, he focuses on turning compute cycles into discovery through evaluation-driven search algorithms like AIDE. He combines hands-on engineering—evidenced by open-source work such as refactoring the PGPortfolio reinforcement learning repo—with product leadership to ship systems that uncover non-obvious, high-performing solutions. Based in London, he blends rigorous academic training with startup grit to pursue a bold vision: machines that not only code but generate knowledge at scale.
code10 years of coding experience
job1 year of employment as a software developer
bookBachelor of Science - BS, Artificial Intelligence, First class, Bachelor of Science - BS, Artificial Intelligence, First class at University of Liverpool
bookUniversity College London
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Github Skills (6)

machine-learning10
python10
tensorflow9
algorithm9
algorithms9
configuration-management8

Programming languages (5)

C#C++HTMLJupyter NotebookPython

Github contributions (5)

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ZhengyaoJiang/PGPortfolio

Nov 2017 - Jul 2021

PGPortfolio: Policy Gradient Portfolio, the source code of "A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem"(https://arxiv.org/pdf/1706.10059.pdf).
Role in this project:
userFull-stack Developer
Contributions:1 release, 30 commits, 9 PRs in 3 years 9 months
Contributions summary:Zhengyao primarily focused on refactoring and maintaining the codebase. They renamed the project's core directory from 'nntrader' to 'pgportfolio,' reflecting changes in the project's structure and dependencies. Further contributions involved fixing an activation bug and updating dependencies within the 'pgportfolio' directory. Additionally, the user modified several files, including `main.py`, `pgportfolio/learn/network.py`, and configuration files, demonstrating a hands-on approach to resolving software discrepancies.
financialpolicyarxivpdfportfolio-management
ucl-dark/ucl-dark.github.io

Oct 2020 - Jan 2023

UCL Deciding, Acting, and Reasoning with Knowledge (DARK) Lab
Contributions:331 commits, 8 PRs, 302 pushes in 2 years 3 months
actingknowledgeucldark-knowledgedark
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